Ghent University Academic Bibliography

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Data-efficient sensor upgrade path using knowledge distillation

Pieter Van Molle (UGent) , Cedric De Boom, Tim Verbelen (UGent) , Bert Vankeirsbilck (UGent) , Jonas De Vylder (UGent) , Bart Diricx, Pieter Simoens (UGent) and Bart Dhoedt (UGent)

(2021) SENSORS. 21(19).
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Leveraging the Bhattacharyya coefficient for uncertainty quantification in deep neural networks

Pieter Van Molle (UGent) , Tim Verbelen (UGent) , Bert Vankeirsbilck (UGent) , Jonas De Vylder (UGent) , Bart Diricx, Tom Kimpe, Pieter Simoens (UGent) and Bart Dhoedt (UGent)

(2021) NEURAL COMPUTING & APPLICATIONS. 33(16). p.10259-10275
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Assessing uncertainty for computer assisted skin lesion diagnosis

Pieter Van Molle (UGent) , Tim Verbelen (UGent) , Bert Vankeirsbilck (UGent) , Sofie Mylle, Evelien Verhaeghe (UGent) , Lieve Brochez (UGent) , Jonas De Vylder (UGent) , Bart Diricx, Pieter Simoens (UGent) and Bart Dhoedt (UGent)

(2019) EADV, 28th Congress, Abstracts.
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Quantifying uncertainty of deep neural networks in skin lesion classification

Pieter Van Molle (UGent) , Tim Verbelen (UGent) , Cedric De Boom, Bert Vankeirsbilck (UGent) , Jonas De Vylder (UGent) , Bart Diricx, Tom Kimpe (UGent) , Pieter Simoens (UGent) and Bart Dhoedt (UGent)

(2019) UNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING AND CLINICAL IMAGE-BASED PROCEDURES. In Lecture Notes in Computer Science 11840. p.52-61
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Convolutional neural network pruning to accelerate membrane segmentation in electron microscopy

Joris Roels (UGent) , Jonas De Vylder (UGent) , Jan Aelterman (UGent) , Yvan Saeys (UGent) and Wilfried Philips (UGent)

(2017) 2017 IEEE 14th international symposium on biomedical imaging (ISBI 2017). p.633-637
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Accurate detection of dysmorphic nuclei using dynamic programming and supervised classification

Marlies Verschuuren, Jonas De Vylder (UGent) , Hannes Catrysse, Joke Robijns, Wilfried Philips (UGent) and Winnok De Vos (UGent)

(2017) PLOS ONE. 12(1).
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Image degradation in microscopic images : avoidance, artifacts and solutions

Joris Roels (UGent) , Jan Aelterman (UGent) , Jonas De Vylder (UGent) , Saskia Lippens (UGent) , Hiep Luong (UGent) , Chris Guerin (UGent) and Wilfried Philips (UGent)

(2016) Advances in Anatomy Embryology and Cell Biology. 219. p.41-67
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- C3
Real-time Machine Vision with GPU-acceleration using Quasar

Jonas De Vylder (UGent) , Simon Donné (UGent) , Dirk Van Haerenborgh (UGent) and Bart Goossens (UGent)

(2016)
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From a biological sample to high-quality digital image representation : avoiding and restoring image artifacts through proper acquisition and image restoration

Joris Roels (UGent) , Jan Aelterman (UGent) , Jonas De Vylder (UGent) , Hiep Luong (UGent) , Saskia Lippens (UGent) , Chris Guerin (UGent) , Yvan Saeys (UGent) and Wilfried Philips (UGent)

(2016) EMBL workshop 2016, Abstracts.
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Quasar: rapid prototyping for image/video processing on heterogeneous hardware.

Dirk Van Haerenborgh (UGent) , Jonas De Vylder (UGent) and Bart Goossens (UGent)

(2016)

Academic Bibliography

Data-efficient sensor upgrade path using knowledge distillation

Leveraging the Bhattacharyya coefficient for uncertainty quantification in deep neural networks

Assessing uncertainty for computer assisted skin lesion diagnosis

Quantifying uncertainty of deep neural networks in skin lesion classification

Convolutional neural network pruning to accelerate membrane segmentation in electron microscopy

Accurate detection of dysmorphic nuclei using dynamic programming and supervised classification

Image degradation in microscopic images : avoidance, artifacts and solutions

Real-time Machine Vision with GPU-acceleration using Quasar

From a biological sample to high-quality digital image representation : avoiding and restoring image artifacts through proper acquisition and image restoration

Quasar: rapid prototyping for image/video processing on heterogeneous hardware.

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